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Contrastive Representation Learning: A Framework and Review

10 October 2020

Papers citing "Contrastive Representation Learning: A Framework and Review"

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Title
From $t$ -SNE to UMAP with contrastive learning Sebastian Damrich Jan Niklas Böhm Fred Hamprecht D. Kobak SSL 100 23 0 03 Jun 2022
SOM-CPC: Unsupervised Contrastive Learning with Self-Organizing Maps for Structured Representations of High-Rate Time Series Iris A. M. Huijben Arthur A. Nijdam S. Overeem M. V. Gilst Ruud J. G. van Sloun AI4TS 34 7 0 31 May 2022
Why are NLP Models Fumbling at Elementary Math? A Survey of Deep Learning based Word Problem Solvers Sowmya S. Sundaram Sairam Gurajada M. Fisichella Deepak P Savitha Sam Abraham ReLM 76 11 0 31 May 2022
Additive Logistic Mechanism for Privacy-Preserving Self-Supervised Learning Yunhao Yang Parham Gohari Ufuk Topcu 73 1 0 25 May 2022
Towards Understanding Grokking: An Effective Theory of Representation Learning Ziming Liu O. Kitouni Niklas Nolte Eric J. Michaud Max Tegmark Mike Williams AI4CE 109 154 0 20 May 2022
Manifold Characteristics That Predict Downstream Task Performance Ruan van der Merwe Gregory Newman E. Barnard AAML 46 1 0 16 May 2022
So Different Yet So Alike! Constrained Unsupervised Text Style Transfer Abhinav Ramesh Kashyap Devamanyu Hazarika Min-Yen Kan Roger Zimmermann Soujanya Poria GAN 83 14 0 09 May 2022
Zero-Episode Few-Shot Contrastive Predictive Coding: Solving intelligence tests without prior training T. Barak Y. Loewenstein 41 0 0 04 May 2022
3D pride without 2D prejudice: Bias-controlled multi-level generative models for structure-based ligand design Lucian Chan Rajendra Kumar M. Verdonk C. Poelking DiffM AI4CE 55 2 0 22 Apr 2022
Utilizing unsupervised learning to improve sward content prediction and herbage mass estimation Paul Albert Mohamed Saadeldin Badri Narayanan Brian Mac Namee D. Hennessy Aisling O'Connor Noel E. O'Connor Kevin McGuinness SSL 48 1 0 20 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 143 5 0 18 Apr 2022
Semantic Pose Verification for Outdoor Visual Localization with Self-supervised Contrastive Learning Semih Orhan Jose J. Guerrero Y. Bastanlar SSL 37 5 0 31 Mar 2022
Negative Selection by Clustering for Contrastive Learning in Human Activity Recognition Jinqiang Wang Tao Zhu L. Chen Huansheng Ning Yaping Wan SSL HAI 70 33 0 23 Mar 2022
Unsupervised Deraining: Where Contrastive Learning Meets Self-similarity Yuntong Ye C. Yu Yi Chang Lin Zhu Xile Zhao Luxin Yan Yonghong Tian SSL 80 52 0 22 Mar 2022
Multimodal Learning on Graphs for Disease Relation Extraction Yucong Lin Keming Lu Sheng Yu Tianxi Cai Marinka Zitnik 65 31 0 16 Mar 2022
S5CL: Unifying Fully-Supervised, Self-Supervised, and Semi-Supervised Learning Through Hierarchical Contrastive Learning Manuel Tran S. J. Wagner Melanie Boxberg T. Peng SSL 23 12 0 14 Mar 2022
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Liang Wang Wei Zhao Zhuoyu Wei Jingming Liu 109 187 0 04 Mar 2022
Audio Self-supervised Learning: A Survey Shuo Liu Adria Mallol-Ragolta Emilia Parada-Cabeleiro Kun Qian Xingshuo Jing Alexander Kathan Bin Hu Bjoern W. Schuller SSL 104 109 0 02 Mar 2022
Multi-Level Contrastive Learning for Cross-Lingual Alignment Beiduo Chen Wu Guo Bin Gu Quan Liu Yongchao Wang 88 5 0 26 Feb 2022
Movies2Scenes: Using Movie Metadata to Learn Scene Representation Shixing Chen Chundi Liu Xiang Hao Xiaohan Nie Maxim Arap Raffay Hamid 67 17 0 22 Feb 2022
Out-Of-Distribution Generalization on Graphs: A Survey Haoyang Li Xin Eric Wang Ziwei Zhang Wenwu Zhu OOD CML 125 102 0 16 Feb 2022
A Generic Self-Supervised Framework of Learning Invariant Discriminative Features Foivos Ntelemis Yaochu Jin S. Thomas OOD 72 5 0 14 Feb 2022
What Makes Good Contrastive Learning on Small-Scale Wearable-based Tasks? Hangwei Qian Tian Tian Chunyan Miao SSL 95 56 0 12 Feb 2022
AtmoDist: Self-supervised Representation Learning for Atmospheric Dynamics Sebastian Hoffmann C. Lessig AI4Cl 75 10 0 02 Feb 2022
Generalizing similarity in noisy setups: the DIBS phenomenon Nayara Fonseca V. Guidetti 59 0 0 30 Jan 2022
Neural Information Squeezer for Causal Emergence Jiang Zhang Kaiwei Liu CML 49 14 0 25 Jan 2022
$Asymptotics of $\ell_2$ Regularized Network Embeddings$ Asymptotics of $\ell_2$ Regularized Network Embeddings A. Davison 96 0 0 05 Jan 2022
Meta-Learning and Self-Supervised Pretraining for Real World Image Translation Ileana Rugina Rumen Dangovski Mark S. Veillette Pooya Khorrami Brian Cheung Olga Simek M. Soljavcić VLM SSL 83 2 0 22 Dec 2021
Bootstrap Equilibrium and Probabilistic Speaker Representation Learning for Self-supervised Speaker Verification Sung Hwan Mun Min Hyun Han Dongjune Lee Jihwan Kim N. Kim SSL 96 3 0 16 Dec 2021
Learning with Subset Stacking Ilker Birbil S. Yıldırım Kaya Gökalp Hakan Akyüz 42 0 0 12 Dec 2021
Anomaly Detection in IR Images of PV Modules using Supervised Contrastive Learning Lukas Bommes M. Hoffmann C. Buerhop‐Lutz Tobias Pickel J. Hauch Christoph J. Brabec Andreas Maier I. M. Peters 105 33 0 06 Dec 2021
Contrastive Continual Learning with Feature Propagation Xuejun Han Yuhong Guo CLL 80 4 0 03 Dec 2021
Self-supervised Video Transformer Kanchana Ranasinghe Muzammal Naseer Salman Khan Fahad Shahbaz Khan Michael S. Ryoo ViT 144 88 0 02 Dec 2021
Efficient Anomaly Detection Using Self-Supervised Multi-Cue Tasks Loic Jezequel Ngoc-Son Vu Jean Beaudet A. Histace 83 19 0 24 Nov 2021
Malfustection: Obfuscated Malware Detection and Malware Classification with Data Shortage by Combining Semi-Supervised and Contrastive Learning Mohammad Mahdi Maghouli Mohamadreza Fereydooni M. Abdoos M. Vahidi-Asl AAML 42 3 0 18 Nov 2021
SCEHR: Supervised Contrastive Learning for Clinical Risk Prediction using Electronic Health Records Chengxi Zang Fei Wang 48 16 0 11 Oct 2021
Generating Compositional Color Representations from Text Paridhi Maheshwari Nihal Jain Praneetha Vaddamanu Dhananjay Raut Shraiysh Vaishay Vishwa Vinay CoGe GAN 58 2 0 22 Sep 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 130 188 0 17 Sep 2021
NORESQA: A Framework for Speech Quality Assessment using Non-Matching References Pranay Manocha Buye Xu Anurag Kumar 103 49 0 16 Sep 2021
Comparing Reconstruction- and Contrastive-based Models for Visual Task Planning Constantinos Chamzas M. Lippi Michael C. Welle Anastasia Varava Lydia E. Kavraki Danica Kragic SSL DRL OffRL 86 4 0 14 Sep 2021
Are Gender-Neutral Queries Really Gender-Neutral? Mitigating Gender Bias in Image Search Jialu Wang Yang Liu Xinze Wang FaML 212 95 0 12 Sep 2021
Not All Negatives are Equal: Label-Aware Contrastive Loss for Fine-grained Text Classification Varsha Suresh Desmond C. Ong VLM 107 86 0 12 Sep 2021
EfficientCLIP: Efficient Cross-Modal Pre-training by Ensemble Confident Learning and Language Modeling Jue Wang Haofan Wang Jincan Deng Weijia Wu Debing Zhang VLM CLIP 118 19 0 10 Sep 2021
Sensor Data Augmentation by Resampling for Contrastive Learning in Human Activity Recognition Jinqiang Wang Tao Zhu Jingyuan Gan L. Chen Huansheng Ning Yaping Wan 51 52 0 05 Sep 2021
ReMeDi: Resources for Multi-domain, Multi-service, Medical Dialogues Guojun Yan Jiahuan Pei Fajie Yuan Zhaochun Ren Xin Xin Huasheng Liang Maarten de Rijke Zhumin Chen 105 22 0 01 Sep 2021
Aligning Cross-lingual Sentence Representations with Dual Momentum Contrast Liang Wang Wei Zhao Jingming Liu 77 14 0 01 Sep 2021
How Transferable Are Self-supervised Features in Medical Image Classification Tasks? T. Truong Sadegh Mohammadi Matthias Lenga 81 45 0 23 Aug 2021
GeoCLR: Georeference Contrastive Learning for Efficient Seafloor Image Interpretation Takaki Yamada Adam Prugel-Bennett Stefan B. Williams Oscar Pizarro B. Thornton 67 14 0 13 Aug 2021
Triplet Contrastive Learning for Brain Tumor Classification Tianlin Liu Jiashi Feng MedIm 36 3 0 08 Aug 2021
Generative Adversarial Learning via Kernel Density Discrimination Abdelhak Lemkhenter Adam Bielski Alp Eren Sari Paolo Favaro GAN 58 0 0 13 Jul 2021